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    A review of the recent research on vibration energy harvesting via bistable systems

    View the table of contents for this issue, or go to thejournal homepagefor more

    2013 Smart Mater. Struct. 22 023001

    (http://iopscience.iop.org/0964-1726/22/2/023001)

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    IOP PUBLISHING SMARTMATERIALS ANDSTRUCTURES

    Smart Mater. Struct. 22 (2013) 023001 (12pp) doi:10.1088/0964-1726/22/2/023001

    TOPICAL REVIEW

    A review of the recent research onvibration energy harvesting via bistablesystems

    R L Harne and K W Wang

    Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109-2125, USA

    E-mail:[email protected]

    Received 25 July 2012, in final form 9 December 2012

    Published 25 January 2013

    Online atstacks.iop.org/SMS/22/023001

    Abstract

    The investigation of the conversion of vibrational energy into electrical power has become a

    major field of research. In recent years, bistable energy harvesting devices have attracted

    significant attention due to some of their unique features. Through a snap-through action,

    bistable systems transition from one stable state to the other, which could cause large

    amplitude motion and dramatically increase power generation. Due to their nonlinear

    characteristics, such devices may be effective across a broad-frequency bandwidth.

    Consequently, a rapid engagement of research has been undertaken to understand bistableelectromechanical dynamics and to utilize the insight for the development of improved

    designs. This paper reviews, consolidates, and reports on the major efforts and findings

    documented in the literature. A common analytical framework for bistable electromechanical

    dynamics is presented, the principal results are provided, the wide variety of bistable energy

    harvesters are described, and some remaining challenges and proposed solutions are

    summarized.

    (Some figures may appear in colour only in the online journal)

    1. Introduction

    Vibrational energy harvesting studies have begun adopting

    the perspective that linear assumptions and stationary

    excitation characteristics used in earlier analyses and designs

    are insufficient for the application of harvesters in many

    realistic environments. The principal challenge is that

    linear oscillators, well suited for stationary and narrowband

    excitation near their natural frequencies, are less efficient

    when the ambient vibrational energy is distributed over a wide

    spectrum, may change in spectral density over time, and is

    dominant at very low frequencies [1,2].

    These factors encouraged the exploration of methods to

    broaden the usable bandwidth of linear harvesters, including

    oscillator arrays, multi-modal oscillators, and active oradaptive frequency-tuning methods [3, 4]. While providing

    improvements, more advanced solutions were desired for

    broadband performance, and the exploitation of nonlinearitybecame a subsequent focus. To date, a number of nonlinear

    energy harvesting studies have been conducted, mostly

    focusing on the monostable Duffing [57], impact [8,

    9], and bistable oscillator designs. Monostable Duffing

    harvesters exhibit a broadening resonance effect dependent

    on the nonlinearity strength, device damping, and excitation

    amplitude, and thus can widen the usable bandwidth of

    effective operation. Impact harvesters provide a mechanism

    for frequency up-conversion by using lower ambient vibration

    frequencies to impulsively excite otherwise linear harvesters

    so that they may ring down from much higher natural

    frequencies.

    Bistable oscillators have a unique double-well restoringforce potential, as depicted in figure1.This provides for three

    10964-1726/13/023001+12$33.00 c2013 IOP Publishing Ltd Printed in the UK & the USA

    http://dx.doi.org/10.1088/0964-1726/22/2/023001mailto:[email protected]://stacks.iop.org/SMS/22/023001http://stacks.iop.org/SMS/22/023001mailto:[email protected]://dx.doi.org/10.1088/0964-1726/22/2/023001
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    Figure 1. Double-well restoring force potential of a bistableoscillator showing example trajectories for (a) intrawell oscillations,

    (b) chaotic interwell vibrations and (c) interwell oscillations.

    distinct dynamic operating regimes depending on the input

    amplitude, figure2. Bistable devices may exhibit low-energy

    intrawell vibrations (figure1(a)). In this case, the inertial massoscillates around one of the stable equilibria with a small

    stroke per forcing period; see the example displacementtime

    response trajectory (figure 2(a)) and phase portrait with an

    overlay Poincare map (figure2(d)). Alternatively, the bistable

    oscillator may be excited to a degree so as to exhibit

    aperiodic or chaotic vibrations between wells (figures 1(b),2(b) and (e)). As the excitation amplitude is increased still

    further, the device may exhibit periodic interwell oscillations(figures 1(c), 2(c) and (f)). In some cases, the dynamic regimes

    may theoretically coexist although only one is physically

    realizable at a time.

    The periodic interwell vibrationsalternatively, high-

    energy orbits or snap-throughhave been recognized as a

    means by which to dramatically improve energy harvesting

    performance [3, 4]. As the inertial mass must displace

    a greater distance from one stable state to the next, therequisite velocity of the mass is much greater than that for

    intrawell or chaotic vibrations. Since the electrical output

    of an energy harvester is dependent on the mass velocity,

    high-energy orbits substantially increase power per forcing

    cycle (as compared with intrawell and chaotic oscillations)

    and are more regular in waveform (as compared with

    chaotic oscillations), which is preferable for external power

    storage circuits. Additionally, snap-through may be triggered

    regardless of the form or frequency of exciting vibration,

    alleviating concerns about harvesting performance in many

    realistic vibratory environments dominated by effectively

    low-pass filtered excitation[10].

    These benefits have instigated a rapidly growing body ofliterature on bistable energy harvesting. Among many, three

    common bistable harvester concepts are depicted in figure3.

    Harvesting circuitry is indicated by the parallelogram, and

    attached piezoelectric patches for converting mechanical

    strain to electrical energy are shown as light gray layers

    partially covering the beam lengths. The direction of base

    excitation is indicated by the double arrows. Figure 3(a)

    shows a magnetic repulsion harvester with the strength of

    the nonlinearity governed by the magnet gap distance dr.

    Figure 3(b) shows a magnetic attraction bistable harvester

    using a ferromagnetic beam directed towards one of two

    magnets separated a distance 2dgfrom each other anddafromthe end of the beam. Lastly, figure3(c) shows an example of

    Figure 2. Example displacementtime responses (top row) and phase plots with an overlap Poincare map as black circles (bottom row) for

    three dynamic regimes of bistable oscillators. (a) and (d) Intrawell oscillations. (b) and (e) Chaotic vibrations. (c) and (f) Interwelloscillations.

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    Figure 3. (a) Bistable magnetic repulsion harvester. (b) Magneticattraction harvester. (c) Buckled beam harvester. Piezoelectricpatches shown as light gray layers along part of the beam lengths.Harvesting circuitry shown as parallelograms.

    a buckled beam harvester with the bistability modified by a

    variable axial loadp. Note that while these three are used hereas examples for illustration, this review is not limited to these

    types of devices.The fundamental electromechanical dynamics have been

    evaluated analytically and experimentally with respect to the

    individual bistable device design under consideration, but

    a common dimensionless formulation is often utilized that

    yields trends comparable across platforms. The advantages

    of bistability in both stationary and stochastic vibratory

    environments have also been detailed. Numerous studies haveprobed these subjects to various levels of refinement. As a

    result, a rigorous and comprehensive review of the bistable

    energy harvesting literature would be an important service tothe technical community. A previous paper has summarized

    a portion of bistable energy harvesting developments to

    date, though the authors impart particular emphasis to

    survey studies regarding MEMS-scale utility and efficiency

    metrics [11]. In contrast to the prior survey, the objective

    of the present review is to provide a comprehensive outline

    of the recent bistable energy harvesting literature, so as to

    encompass the breadth of work accomplished and provide

    sufficient attention to critical results of these studies.In the following sections, this review organizes the

    variety of research investigations in bistable energy harvesting

    based on similar analytical methods and experimental

    conceptions. Following the presentation of a unifiedelectromechanical analytical model widely employed by

    researchers, principal conclusions from analytical studies are

    summarized. Thereafter, the great body of experimental work

    is surveyed and additional insights observed experimentally

    but not captured in fundamental analysis are highlighted.

    Finally, remaining challenges to the field, proposed solutions

    to these obstacles, and the relation between bistable energy

    harvesting and similar explorations in contemporaneous fieldsare summarized.

    2. Governing equations of single degree-of-freedombistable oscillator

    The interest in bistable oscillator dynamics grew in

    proportion to the discovery of the attendant chaotic

    oscillations which occur for specific operating parameters,

    first observed numerically and experimentally by Tseng and

    Dugundji [12]. The authors described the chaotic vibrations of

    a buckled beam as intermittent snap-through[12]. Extensive

    exploration was performed later by Holmes [13] and Moon

    and Holmes [14] so that a more detailed understanding

    developed from which the recent literature in bistable energy

    harvesting has taken root. The governing equation derived was

    for a mechanically buckled beam [13] and for a beam buckled

    via magnetic attraction [14]. Using a one-mode Galerkin

    approximation, the authors derived an ordinary differential

    governing equation for the buckled beams which was found

    to accurately represent experimental results.

    The governing equation for an underdamped, single

    degree-of-freedom oscillator excited by base acceleration may

    be formulated from the physical coordinates where the relative

    displacementX(t)of an inertial mass mis determined by

    m X+c X+ dU(X)dX

    = m Z (1)

    where c is the viscous damping constant, Z is the inputbase acceleration, and the overdot denotes differentiation with

    time. The restoring force potential of the oscillator may be

    expressed as

    U(X)= 12 k1(1r)X2 + 14 k3X4 (2)where k1 is the linear spring constant, k3 is the nonlinear

    spring constant, and r is a tuning parameter. Figure 4 shows

    the effect on the restoring force potential for three cases of

    tuning parameter and nonlinearity strength, = k3/k1. Thelinear oscillator, = 0 and r < 1, is monostable as is thenonlinear Duffing oscillator,=0 andr1 which exhibits asoftening nonlinearity for < 0 and hardening nonlinearity

    when > 0. However, when the tuning parameter r > 1

    and > 0, the central equilibrium is no longer stable and

    the system becomes nonlinear bistable, having new stable

    equilibria at X= (r1)/. This latter case is alsoreferred to as the DuffingHolmes oscillator in honor of their

    collective contributions [15].

    A nondimensional time,=t, is applied to equation (2)where

    =

    k1/m is the linear natural frequency of

    the oscillator. Defining = c/2m, and operator ()as differentiation with respect to , the nondimensional

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    Figure 4. Spring force potential as tuning and nonlinearity aremodified.

    governing equation is given as

    x+2x+(1r)x+x3 = z. (3)Equation (3) is the Duffing equation, which has a

    rich history [15]. Despite representing a purely mechanical

    system, equation (3) served as the initial model for a

    number of bistable energy harvesting studies [1618]. This

    convention stems from early energy harvesting literature in

    which the coupled external circuit was modeled as equivalent

    damping [19]. While this is an incomplete perspective, it

    provides fundamental insight into the role of bistability inelectromechanical dynamics and justifies its adoption.

    On the other hand, coupling effects between the external

    harvesting circuit and the electromechanical device have been

    rigorously studied and verified, particularly as related to

    harvesting efficiency[2023]. As a result, more recent studies

    have included a coupled external circuit equation for greater

    fidelity. Depending on both the manifestation of bistability

    that is considered and the form of electromechanical coupling,

    different equations of motion in physical coordinates are

    attained. Drawing on a number of recent works [2427], the

    authors here provide a framework which collects together

    the electromechanical conversion mechanisms most often

    considered: electromagnetic and piezoelectric.Figure5(a) shows a generic electromechanical oscillator

    with restoring force dU/dx, base excitation Z, and piezo-electric and electromagnetic conversion mechanisms. The

    subsequent external circuits connected to the piezoelectric

    and electromagnetic mechanisms are depicted in figures5(b)

    and (c), respectively. To adopt a common convention in the

    literature, the external harvesting circuits are described by a

    generic load resistance[2427]. The governing equations are

    found to be

    m X+c X+ dU(X)dX

    +V+I= m Z (4)

    CpV+ 1R1

    VX= 0 (5)

    LI+R2IX=0 (6)where is the linear piezoelectric coupling coefficient;V is the voltage across the load resistance R1 for the

    piezoelectric harvesting component; Cp is the capacitance of

    the piezoelectric material; is the electromagnetic coupling

    coefficient; I is the current through the load resistance R2for the electromagnetic harvesting component, where thetotal resistance is the sum of a coil resistance and the

    harvesting circuit resistance; and L is the inductance of theelectromagnetic mechanism.

    Introducing new coordinates

    x=X; z=Z;=CpV/; i=LI/

    (7)

    and employing the nondimensional time, = t, where=k1/mis again the linear natural frequency of the oscillator,

    the dimensionless system of equations is determined as

    x+2x+(1r)x+x3 + 2+2i= z (8)+x= 0 (9)

    i+ ix= 0 (10)where the following variables are defined

    2= cm

    ; = k3k1

    ; 2 = 2

    k1Cp;

    2 = 2

    k1L; = 1

    R1Cp; = R2

    L.

    (11)

    In this notation, and are linear piezoelectric and

    electromagnetic coupling coefficients, respectively; while

    and are the nondimensional frequencies of the piezoelectricand electromagnetic components, respectively, normalized

    relative to the linear natural frequency of the mechanical

    oscillator. Bistable energy harvesting studies focus on the

    case in which the tuning parameter r > 1. Furthermore,several works cited in this review define the negative linear

    stiffness such that r=2, reducing the number of parametersin equation(8).

    3. Analysis approaches and results

    Equations (8)(10) are the foundation for many recent bistable

    energy harvesting analyses. Should an individual study beconcerned with only one of the electromechanical conversion

    methods, the unrelated equation and coupling components are

    omitted. Although not all authors report their exact approach,a variety of analytical techniques exist to predict the response

    of a bistable system governed by equation (8)(10). The type

    of information produced by each method is unique and theprincipal insight obtained is characteristic to the analytics;

    thus, it is natural to distinguish the key results based on the

    analytical methods.

    3.1. Numerical integration

    Following conversion to state-space, many studies thereafterpredict system response via numerical integration. The

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    Figure 5. (a) Representative mechanical schematic of bistable energy harvester having both piezoelectric and electromagnetic conversions.(b) Equivalent coupled circuit for piezoelectric element. (c) Equivalent circuit for electromagnetic element.

    benefits to this approach are the relative straightforward nature

    of simulation and the versatility to model arbitrary input

    excitations. The main drawbacks are the computational time

    and cost for the requisite repeated simulations if one is

    interested in frequency-domain information and the difficulty

    in attaining a deep and comprehensive insight into the systemdynamics.

    Erturk and Inman [26] used numerical integration to

    compare the qualitative similarity of simulated and measured

    data for a bistable piezoelectric harvester. The authors found

    good agreement for time-domain predictions in terms of

    the bistable harvester outperforming the linear equivalent

    over a broad range of frequencies. In the study, the linear

    device and the bistable harvester exhibited similar linearized

    natural frequencies to provide a meaningful comparison of

    performance. Apart from near the linear harvesters natural

    frequency, the bistable harvester consistently yielded greater

    levels of output power, so long as the bistable device

    maintained a high-energy orbit. In the event that chaoticoscillations were induced, the bistable device provided only

    a marginal increase in RMS voltage output.Several studies have predicted system response to random

    noise inputs via numerical integration [2830]. Litaket al[29]

    observed that a certain level of white Gaussian input appeared

    to maximize the output power of the device, which was

    explained to be the result of inducing a form of stochastic

    resonance. This phenomenon is the combined result of a

    small periodic force acting on the oscillator, so as to create

    a dynamic double-well potential, and a certain level of

    input noises which collectively induce dramatic interwell

    oscillations [31,32]. McInnes et al [17]proposed exploitingthis feature in energy harvesting, providing simulations in

    which the triggering of stochastic resonance significantly

    improved the bistable harvester performance compared to

    intrawell vibrations. The study by Litak et al [29] did not

    provide for a dynamic double-well potential but did observe

    that an optimum level of stochastic excitation existed even for

    a static restoring force potential to maximize output voltage.

    A bistable plate having piezoelectric patches for energy

    harvesting has been investigated [33, 34]. The system

    response was assumed to be the coupled dynamics of

    the two unique stable modes and a subharmonic behavior.

    Rather than a continuum approach, the three coupled

    responses were approximated as individual out-of-planedisplacements at a given point on the plate, thus representing

    the relative contribution of the three responses to a given

    excitation. Curve fitting with a quadratic polynomial was

    used to characterize the nonlinear restoring force. In spite

    of the simplifying assumptions, the numerically integrated

    simulations agreed well with experimental data, particularly

    given the discontinuous nonlinearity of the restoring force [35,36].

    3.2. Harmonic balance

    Harmonic balance is advantageous for providing an efficient

    analytical framework to assess steady-state dynamics. The

    drawbacks are inherent in the assumption that the system

    response is the superposition of a number of harmonics, and

    therefore the fidelity of the method is limited to the size of the

    truncated series.Stantonet al[37] found that the optimum electromechan-

    ical coupling strength for energy harvesting was the maximum

    value that sustained high-energy orbits. The analysis was alsoused to predict optimal load impedance conditions for energy

    harvesting from snap-through vibrations; this characteristic

    was demonstrated experimentally as well [26]. The resultswere compared against direct numerical integration and

    showed good agreement [37].

    Mann et al [38] used harmonic balance to evaluate

    the effect of uncertainties inherent in a realistic energy

    harvesting application, e.g., device design parameters orexcitation characteristics. A bistable harvester was compared

    against linear, softening monostable Duffing, and hardening

    monostable Duffing designs. Although the linear device was

    predicted to provide greater average output power than all ofthe nonlinear devices at the linear resonance frequency, the

    95% confidence interval for the linear device was substantial,

    suggesting a high susceptibility of performance to parameter

    changes. In contrast, the bistable harvester exhibited the most

    consistent performance, having tightly confined confidence

    intervals around the average. This provides proof of the

    robustness of the bistable harvester to a changing excitation

    environment as well as imperfect knowledge of designparameters.

    3.3. Method of multiple scales (MMS)

    The method of multiple scales yields steady-state andtransient solutions under the assumption of small perturbation

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    of vibrations. Karami and Inman [25] used MMS in the

    analysis of the bistable energy harvester with an expansion

    to three time scales. It was shown that the MMS solution

    had reduced efficacy as the vibration amplitude around an

    equilibrium state was increased. The successful use of MMS

    was verified for small deviations around either the intrawell

    and interwell vibration solutions. The method was alsoutilized to determine an equivalent damping and frequency

    shift induced by energy harvesting so as to reduce analysis to

    a single governing equation. Simulations using this approach

    agreed well with results computed from the fully coupled

    electromechanical equations. Since a number of works

    in bistable energy harvesting utilize only the mechanical

    governing equation (3) to approximate energy dissipated,

    the equivalency provides a nontrivial and computationally

    efficient correction to such analyses.

    3.4. Melnikovs method

    The determination of design or excitation parameters

    necessary to maintain high-energy orbits is crucial to the

    optimum design of a bistable energy harvester. To this end,

    Melnikovs theory may be employed. Melnikovs method

    stems from the study of conditions suitable for homoclinic

    bifurcations which characterize the transition of a bistable

    systems dynamics into the chaotic regime [15,39,40]. The

    key disadvantage to the approach is its conservative estimation

    of the onset of bifurcation, thus limiting its usefulness as a

    design tool.

    Following derivation of the mechanical governing

    equation, the seminal work of Holmes [13] employed

    Melnikovs theory to determine the critical nondimensionalamplitude for single-frequency sinusoidal excitation. As this

    was a purely mechanical formulation, this represents the

    open-circuit result for the bistable energy harvester.

    Stantonet al[41] applied Melnikovs method to study the

    bistable piezoelectric energy harvester. For single-frequency

    excitation, it was shown that the onset of homoclinic

    bifurcation was most sensitive when the driving frequency

    was 0.765, and that sensitivity was not a function of system

    damping. A normalized load impedance was determined

    to yield the greatest electrical damping for the harvester,

    thereby inhibiting interwell vibrations. The inclusion of

    electromechanical coupling to Melnikovs analysis of thebistable oscillator was predicted to be so influential as

    to be capable of destabilizing interwell oscillations. The

    authors also demonstrated that arbitrary multi-frequency

    excitation could be exploited via the theory to induce

    interwell oscillations, when the individual single-frequency

    excitations were insufficient for that purpose. For white

    Gaussian excitation, the bistable energy harvester was

    predicted to provide approximately equivalent levels of power

    as compared to the linear harvester design. For exponentially

    correlated noise excitation, a dramatic advantage of the

    bistable harvester was demonstrated. Despite the conservative

    estimates predicted by the Melnikov method, the study

    provided new insights into the role of the electromechanicalcoupling in inducing (or repressing) interwell vibrations[41].

    3.5. Stochastic differential equation solution

    Several works have documented the advantage of bistable

    energy harvesters over their linear counterparts when the

    excitations are stochastic [10, 27, 42, 43]. Daqaq [10]

    studied the solution to the FokkerPlanckKolmogorov (FPK)

    equations in the event of white Gaussian and exponentiallycorrelated noise input. It was found that when excited by

    white Gaussian noise, linear and bistable inductive harvesters

    yield the same mean output power, a conclusion also verified

    via Melnikovs method [41]. However, Daqaq [10] noted

    that many real-world stochastic vibration sources are not

    purely white and would be more accurately represented

    as exponentially correlated noise. In such cases, it was

    demonstrated how the double-well potential may be designed

    so as to yield greater power output from the bistable harvester

    than the linear device. Furthermore, optimal double-well

    potential shapes could be determined for inducing interwell

    vibrations for exponentially correlated noise excitation. It

    was shown that such potential shapes led to correspondingoptimum escapement frequencies, similar in effect to the

    Kramers rate in the study of stochastic resonance [31].

    These results were also verified by corresponding numerically

    integrated simulations [10].

    Ando et al [42] and Ferrari et al [43] utilized the

    SDE Toolbox for MATLAB[44] to simulate the mechanical

    response of bistable harvesters to white Gaussian noise. Both

    studies observed that the power spectral density (PSD) of the

    bistable mass velocity was greater than that for the linear

    sample, except at the linear device natural frequency. These

    results along with the work of Daqaq [10,27]demonstrate the

    robustness of bistable energy harvesters in stochastic vibrationenvironments.

    3.6. Signal decomposition

    When a bistable oscillator is excited at frequencies much less

    than the linear natural frequency, the resulting displacement

    trajectory may exhibit a combination of slow and fast time

    scale oscillations, figure 6. Thus, the slow excitation forces

    the oscillator to jump across the double-well potential,

    where it rings down at its linear natural frequency before

    the input excitation forces it back across the double well:

    a frequency up-conversion technique. Cohen et al [45]used slowfast decomposition to assess the dynamics of

    the system for this type of excitation. The approach was

    shown to accurately predict the force applied to a bistable

    harvester to induce interwell escape and thereafter serve as an

    impulsive excitation. Comparable experiments were carried

    out to validate the analytical approach. The decomposition

    technique was shown to provide a means by which to

    characterize the effectiveness in frequency up-conversion

    for the bistable harvester and serves as a tool for design

    optimization. In addition, the authors adapted the double-well

    potential used for simulation so as to be asymmetric for better

    comparison with experimental data. This represents one of the

    few attempts in literature to date to address asymmetry in thebistable harvester restoring force potential.

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    Figure 6. Steady-state solution, computed by numerical integration, of equation(3)forz=fcos( ), where is the ratio of thedriving frequency to the linear natural frequency . Parameters:r=2, =1, = 0.1,f= 0.5, =0.1.

    4. Bistable device designs and experimental studies

    The above analytical investigations employed similar math-

    ematical models, generally of the form as presented in

    equation (8)(10). However, the intended physical embodi-

    ment for each application varied from study to study. This

    section summarizes the various manifestations of bistable

    energy harvesters that have been designed and experimentally

    investigated, categorized by their bistability mechanisms.

    4.1. Magnetic attraction bistability

    The use of magnetic attraction to induce the bistability

    of a cantilevered ferromagnetic beam was one of thefirst investigations employed in studying the aperiodic

    chaotic response of an otherwise deterministic mechanical

    system [14]. It was this construction with an additional

    piezoelectric patch for energy harvesting, as in figure 3(b),

    which was explored by Erturk and Inman [26] for single-

    frequency excitation. An order of magnitude increase in power

    was generated for the bistable device, except at the linear

    harvester natural frequency, in which case the comparable

    linear device provided greater power. Chaotic oscillations

    were not sufficient to yield substantially greater RMS voltage

    than the linear device. Exceptional agreement was also

    observed between simulated and measured strange attractorsof the bistable harvester[46].

    Galchev et al[47] exploited impulsive snap-through as a

    frequency up-conversion technique to excite linear harvesting

    devices. In their configuration, a centrally suspended magnet

    is attracted by two end-suspended magnets along the axis

    of a tube. As base excitation increases, the central magnet

    is attracted so as to magnetically attach to one of the

    end magnets. The continued sinusoidal excitation thereafter

    causes the release of the central magnet from one end, which

    allows the end magnet to ring down through the axis of a

    coil, thus inducing flow of current in a harvesting circuit.

    The central magnet then snaps over and connects to the

    opposite end magnet. Upon the magnets releasing due toanother half-cycle of input vibration, the end magnet rings

    down through a coil, while the central magnet snaps back

    to the opposite end magnet and the cycle repeats. Since

    the dynamics of operation are more affected by the input

    excitation amplitude than by the frequency, a unique measure

    of efficiency was proposed to show the advantage of the

    device in achieving broadband energy harvesting [47].

    4.2. Magnetic repulsion bistability

    There are numerous studies that have investigated bistable

    energy harvesters using magnetic repulsion to destabilize

    the linear equilibrium position [4854]. Several of these

    investigations have considered a cantilevered piezoelectric

    beam with magnetic tip mass, having the same polarity asa facing magnet which may be moved a certain distance to

    the beam end so as to tailor the strength of the bistability

    (figure 3(a)). One feature of this configuration is that the

    repulsive magnets may be moved a great distance away so

    as to remove the nonlinearity and provide for the comparison

    against an equivalent linear harvester.

    Lin and Alphenaar [50] showed that the bistable harvester

    design of figure3(a) consistently yielded greater peak voltage

    than the equivalent linear device when excited by pink noise.

    The study utilized a rectifying circuit to compare the voltage

    measured on a storage capacitor. It was observed that the

    bistable harvester provided 50% greater voltage than the lineardevice.

    Tang et al [53] also studied the bistable piezoelectric

    beam with magnetic repulsion. An optimum magnetic

    repulsion gap was observed, at which a considerable increase

    in broadband power could be harvested. The voltage in a

    storage capacitor was also approximately 50% greater than

    that of the linear harvester when the systems were excited by

    low-pass filtered stochastic vibration.

    In a different experimental configuration than the prior,

    Tanget al[53] used repulsive magnets to induce a ring-down

    behavior from low input frequencies representative of wave

    heaves. In this investigation, the piezoelectric beam having a

    magnet tip mass remains stationary while a repulsive magnet(connected to the slow-heaving vibration source) passes near

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    the beam tip, thus destabilizing the equilibrium position

    of the beam and causing it to vibrate as if struck by an

    impulse. It was observed that when the repulsive magnets

    were configured so as to pass closely by each other, the

    design was insensitive to changes in input frequency for power

    harvesting.

    Sneller et al [48] and Mann and Owens [49] usedmagnetic repulsion of a magnet oscillating along the axis of

    a tube to create bistability; induction of the oscillating magnet

    through a surrounding coil served as the electromechanical

    conversion mechanism. Inducement of high-energy orbits was

    shown to provide substantial improvement in output power. A

    similar device exists in the literature without the destabilizing

    mechanism [5], but no direct performance comparison was

    made to show the advantage of the bistable harvester to the

    monostable Duffing oscillator counterpart.

    Karami et al [52] employed a circular array of

    cantilevered piezoelectric beams with magnetic tip masses

    that were activated via a vertical-axis windmill having a

    shaft at the center of the beam array. Repulsive magnetswere connected to the windmill shaft. Thus, as the windmill

    rotated, the base-fixed piezoelectric beams were excited by

    the repulsion of the tip magnets and the revolving magnets.

    This concept is unique compared to the other studies in this

    review since mechanical vibration is not the input excitation

    mechanism. An optimum angular velocity of the windmill was

    observed which most excited the array of piezoelectric beams;

    the optimum rate was found also to be a function of the gap

    between the repulsing magnets. The dynamics of the system

    were found to be highly complex in regard to the magnetic

    repelling force per rotation of the windmill. Advantages of the

    proposed device as compared to other piezoelectric windmillsfound in the literature [55,56]are the lowered required wind

    speed to start up and the broad range of wind speeds useful

    for power harvesting.

    4.3. Mechanical bistability

    Mechanical design and loading offer a variety of means by

    which to induce bistability into energy harvesters, including

    methods inspired by biological structures [84]. A readily

    adjustable bistability mechanism is a clampedclamped beam

    buckled by an axial load. The post-buckled beam therefore

    snaps from one stable state to the other when excitedby enough input excitation. To make this concept useful

    for energy harvesting, piezoelectric patches are applied to

    the beam such that oscillations of the beam will strain

    the piezoelectric layers, as depicted in figure 3(c). This

    configuration was earlier proposed by Baker et al[57], where

    experiments of frequency-swept excitation were conducted

    to validate the hypothesis that the bistability could achieve

    greater levels of broadband power than the same beam without

    a destabilizing axial load.

    Cottone et al [30] compared this bistable harvester

    design with the unbuckled configuration when excited by

    exponentially correlated noise. The output RMS voltage was

    increased by an order of magnitude for the bistable deviceas compared with the unbuckled sample. Experiments and

    numerical modeling showed an optimum input acceleration

    level exists for the bistable harvester; this finding contrasts

    with linear harvesters, for which increases in input

    acceleration proportionally increase the harvested power.

    Masana and Daqaq [5860] have carried out detailed

    studies of the post-buckled piezoelectric beam. The depth of

    the double-well potential was found to play a crucial role inthe benefit of the bistable harvester. The weaker the bistability

    (that is, maintaining an axial load close to the critical buckling

    load), the less advantage would be attained as compared

    with the unbuckled beam since the restoring force potentials

    were not substantially different. However, the advantage of

    the bistable device over the linear device was not uniform,

    with the exception at very low frequencies when the bistable

    harvester was excited into high-energy orbits but the linear

    harvester was weakly excited. Superharmonic dynamics were

    specifically considered in a series of comparable tests and

    simulations [60]. This uniquely nonlinear dynamic regime

    was found to provide a substantial increase in output power

    as compared to the linear harvester, so long as the device

    maintained the high-energy orbit and did not degenerate into

    a coexisting low-energy stable state.

    The bistability of a plate may be generated by composite

    laminate lay-up. The variation in ply orientation and geometry

    allow for a unique tailoring of the two stable equilibria

    natural frequencies. Additionally, the spread and distribution

    of the piezoelectric patches on the plate surfaces may serve

    as optimization parameters for energy harvesting. Following

    initial modeling analyses and experimental studies to illustrate

    the potential of the bistable harvester plate [33, 34], Betts

    et al [61] determined optimal lay-up configurations and

    aspect ratios for energy harvesting. It was found that squareplates were the optimal lamina shape despite the greater

    out-of-plane deflections attainable by higher aspect ratios.

    This was attributed to the unbiased nature of the square shape

    in vibrating between the two stable states, whereas plates with

    aspect ratios= 1 exhibit a preference to one of the stablemodes that inhibits snap-through.

    Bistability induced by an applied axial load can alter-

    natively be achieved using an inverted clamped piezoelectric

    beam and a tip mass selected so as to buckle the system. This

    configuration was extensively explored by Friswell et al[62],

    who demonstrated the advantages of the design for extremely

    low-frequency vibration environments. The inverted beamconfiguration was not easily excited to interwell oscillation in

    experiment. As such, designing the tip mass so that the beam

    was subjected to a near-critical buckling load produced the

    most favorable results.

    Jung and Yun [63,64]studied frequency up-conversion

    methods that exploit the impulsive snap-through behavior of

    a buckled beam. An array of linear cantilevered piezoelectric

    harvesters was attached to a post-buckled clampedclamped

    beam. Tests showed that very low frequency excitation

    (one order of magnitude less in frequency than the natural

    frequency of the attached linear cantilevers) was sufficient to

    yield consistent power output before the ring down decayed

    substantially. An optimum excitation frequency was measuredand found to be approximately one-third of the natural

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    frequency of the attached cantilevers. Power harvesting

    around this excitation frequency was found to be much less

    sensitive to frequency changes as compared with the single

    cantilevers excited at their natural frequency; this indicates

    another advantage of bistable energy harvesting in providing

    a broad harvesting bandwidth.

    5. Challenges in bistable energy harvesting

    Despite the documented potential and advantages of bistable

    harvesters, it has been shown that there is room for

    improvement and advancement for these nonlinear devices.

    This section summarizes several of the key remaining

    challenges and some proposed solutions.

    5.1. Maintaining high-energy orbits

    One principle challenge is the appropriate means by which to

    maintain high-energy orbits for maximum power harvestingperformance. Erturk and Inman [26] demonstrated that a

    mechanical shock to the system could help the bistable

    harvester recover a high-energy orbit when it was earlier

    in intrawell or chaotic vibration. Masuda and Senda [65]

    observed that a sudden change in external circuit impedance

    could destabilize the intrawell vibration, returning the

    oscillator into a high-energy orbit. Sebald et al[66] described

    a similar technique whereby an impulsive voltage could be

    applied in the harvesting circuit to achieve the same objective.

    These methods are external interventions which require some

    form of monitoring and activation. As a result, the benefit

    of the approaches must be evaluated by how much energy is

    expended relative to the overall harvested power.Understanding of the excitation characteristics required

    to induce interwell dynamics is an area of rigorous

    mathematical investigation. Melnikov theory [41], period-

    doubling bifurcation [67], and evaluation of Lyapunov

    exponents [40, 68] are all candidate efforts to quantify the

    threshold between intrawell and interwell oscillations. Since

    sustaining high-energy orbits is critical to maximizing energy

    harvesting performance, and interventionary measures as

    mentioned above reduce the net output, a clear knowledge

    of what design and operational parameters are necessary to

    maintain high-energy orbits is required. Further analytical

    investigation and subsequent experimental validation arestill necessary to better characterize the sustainability of

    high-energy bistable dynamics.

    5.2. Operation in a stochastic vibratory environment

    Realistic vibration environments for which energy harvesters

    are employed are likely composed of multi-frequency

    harmonics as well as a substantial proportion of low-pass

    filtered noise. Although it has been shown that a bistable

    device may outperform the linear equivalent in stochastic

    environments, this conclusion draws on the assumption that

    the bistable harvester exhibits interwell vibrations. Should

    intrawell vibrations be observed, it has been proposed toutilize the random excitation component in tandem with

    small coherent sinusoidal excitation to induce stochastic

    resonance [31, 32]. McInnes et al [17] demonstrated that

    this combination could be successfully exploited to induce

    interwell oscillations in a bistable harvester. After subtracting

    the theoretical active input power to modify the oscillator

    potential, the net power harvested was substantially greater

    than that harvested from passive intrawell vibrations. Litaket al [29] showed that a specific noise intensity maximizes

    the harvested power from bistable devices having a static

    potential-energy profile. Thus, in a realistic environment

    where the designer knows a typical stochastic vibration

    strength will dominate, the bistable harvester could be

    optimally designed. This conclusion was also verified

    analytically[10].

    Chaotic oscillations of the bistable harvester are

    preferable to intrawell vibrations, but attaining high-energy

    orbits is the optimal goal. However, stochastic input

    vibrations in many environments may not contain the correct

    harmonics so as to sustain primarily periodic high-energy

    orbits; thus, aperiodic response may dominate a bistableenergy harvesters behavior. The difficulty in harvesting

    a chaotic or aperiodic output voltage as useful electrical

    power has been recognized [26,37], although contemporary

    work has provided some solutions with optimal stochastic

    energy harvesting controls [69]. The reality of ambient

    environmental vibration as compared to an ideal, stationary,

    and sinusoidal input makes for the ultimate challenge in

    practical energy harvesting. Fortunately, one of the advantages

    of bistable energy harvesters is their robustness to real-world

    unknowns [38]. At present, many of the initial investigations

    in stochastic energy harvesting encourage continued study

    and, in particular, experimental validation.

    5.3. Coupled bistable harvesters

    There has long been interest in the study of coupled systems

    exhibiting chaotic behavior for the means of advantageous

    synchronization and array control [70]. A recent study

    evaluated the dynamics of coupled underdamped bistable

    oscillators [71]. It was observed that stochastic resonance

    could be induced only with moderate damping regardless

    of coupling strength. However, optimal coupling and noise

    strength parameters could be determined which would yield

    greater signal-to-noise ratio than the uncoupled oscillators.While no decisive conclusions were offered to characterize the

    complex coupling dynamics, these findings show potential for

    the achievement of stochastic resonance in coupled harvesting

    systems.

    To the authors knowledge, only an initial study by Litak

    et al [72] has thus far considered the possibility of coupling

    bistable harvesters. In this report, a numerical investigation

    was carried out for swept single-frequency excitation with the

    harvesters coupled through a collective circuit. It was shown

    that identically excited bistable devices having different

    linear resonances could become unsynchronized, leading one

    harvester to vibrate chaotically where it would otherwise

    vibrate in high-energy orbits when uncoupled. While a singlebistable oscillator exhibits an organized Poincare map when

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    undergoing chaotic vibrations, see figure 2(e), the authors

    observed by case study that coupling may break down such

    a Poincare map structure. The mathematical challenges posed

    in the study of coupled bistable systems show this is still an

    area in need of investigation.

    5.4. Performance metrics

    There is no standing consensus in the literature on the

    preferred means by which to evaluate energy harvesting

    performance [11, 21, 22] since the type of input excitation

    considered and the spectral bandwidth of relevance vary. The

    challenges to developing consensus are exacerbated further by

    the complexity of the coupled external circuit to be studied,

    the associated losses therein, and whether or not additional

    performance metrics are weighted against the harvested

    power (e.g. vibration control and energy harvesting [7375]).

    Nonlinear harvesters may also have multiple stable solutions

    for a given operating condition, making a steady-state

    performance metric ambiguous at best. The practice of many

    works in this review has been to directly compare tested

    or simulated results of bistable power harvesters with the

    linear equivalents. This approach is suitable for individual

    case studies but does not provide for general conclusions to be

    drawn. Thus, broadly applicable energy harvesting efficiency

    metrics or protocols remain to be determined.

    6. Relation to bistable damping research

    As indicated, earlier studies in energy harvesting simplified

    analyses by utilizing only the mechanical governing

    equation [1619]. This presumes that the net mechanicalenergy dissipated would serve as a theoretical ceiling on

    the harvested power and that electromechanical coupling

    is equivalent to additional velocity-proportional damping.

    If this perspective is maintained, contemporaneous work in

    bistable vibration damping should be recognized and noted

    for analytical results that do not have counterparts in existing

    bistable energy harvesting research but which may be useful

    for future studies.

    Avramov and Mikhlin [76] considered the vibration

    absorption capability of a bistable snap-through truss attached

    to a main elastic system. The method of nonlinear normal

    modes (NNM) was employed and found to be accurateas compared with direct numerical integration when the

    snap-through oscillator exhibited intrawell oscillations. Once

    snap-through occurred, trajectories predicted by NNM

    diverged from simulation but relative modal amplitudes

    remained consistent. It was found that localization of the

    NNM could be attained within the snap-through truss,

    thus maximizing vibration energy transfer to that element.

    The localized NNM was shown to be stable using MMS.

    Gendelman and Lamarque [77]also used MMS to determine

    dynamic manifolds for a bistable oscillator and coupled host

    vibrating oscillator. Three distinct zones were determined that

    indicated efficient energy pumping into the bistable device,

    energy dissipated via intrawell vibration, and transient chaos.Numerically integrated simulations verified the regimes and

    the approximate bounds amongst the predicted manifolds.

    These results may provide insight and initial direction to

    coupled bistable energy harvesting research.

    Bistable vibration damping studies have a variety of

    protocols regarding efficiency and energy transfer [78] which

    may be of benefit in the ultimate determination of energy

    harvesting metrics. Johnson et al [79] applied a loss factorcriteria to a bistable snap-through device; while convergence

    of the measure was shown, it was suggested that it may not

    always be used when the oscillator undergoes chaos vibration.

    It was also illustrated that bistable devices can be used for

    designing adaptive damping with respect to input amplitude

    and frequency [79]. Studies in micro- and nano-metamaterials

    having bistable inclusions for increased vibration and acoustic

    damping use a variety of methods for material performance

    evaluation [8083]. These concepts should be considered in

    the resolution of energy harvesting metrics generally, and

    may provide clear, comparable evidence of the dramatic

    advantages of bistable harvesters thus displayed in analyses

    and experiments.

    7. Concluding remarks

    The benefits of exploiting bistable nonlinearities in vibration

    energy harvesting have been the impetus for much recent

    research. A breadth of studies have been undertaken to

    shed light on the intricate electromechanical dynamics and

    to provide experimental evidence of the predicted benefits.

    The various bistable harvester designs thus far studied have

    relied heavily on magnetic attraction, magnetic repulsion,

    and mechanical loading to induce the bistability. Other

    investigations have employed the bistability mechanism itselfas a novel excitation source for frequency up-conversion

    applications. Depending on the excitation environment, either

    the periodic excitation of bistable interwell dynamics or a

    number of frequency up-conversion techniques can be utilized

    to provide practical energy harvesting output, exemplifying

    the versatility of bistable harvester designs.

    On the whole, bistable harvesters are an improvement

    upon their linear counterparts in steady-state vibration

    environments and have been analytically and experimentally

    shown to provide as much as an order of magnitude increase

    in harvested energy. The benefits or disadvantages of bistable

    devices due to stochastic excitation have not yet beenconclusively determined and a genuine need remains to

    better understand the potential of vibration energy harvesting

    in random excitation environments. A number of advanced

    topics have only begun to be explored, such as the accurate

    and reliable prediction of high-energy bistable dynamics

    for maximum harvesting performance and the opportunities

    provided for by multi-degree-of-freedom systems containing

    bistable elements. Concentrated efforts are required to

    answer the questions involved for realistic vibration energy

    harvesting with bistable devices. Researchers in the field

    may also find inspiration from contemporaneous work in

    advanced metamaterials and bistable vibration damping. To

    date, vibration energy harvesting studies have drawn uponthe expertise from members among a number of research

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    communities in order to solve the problems of optimum

    device development and analytical assessment. Continued

    collaborative efforts will be necessary to formulate novel

    solutions and implementations to the successful utilization of

    bistable systems as an effective and robust energy harvesting

    platform.

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http://dx.doi.org/10.1016/S0140-3664(02)00248-7http://dx.doi.org/10.1016/S0140-3664(02)00248-7http://dx.doi.org/10.1080/10584580590964574http://dx.doi.org/10.1080/10584580590964574http://dx.doi.org/10.1177/1045389X10390249http://dx.doi.org/10.1177/1045389X10390249http://dx.doi.org/10.1088/0957-0233/21/2/022001http://dx.doi.org/10.1088/0957-0233/21/2/022001http://dx.doi.org/10.1016/j.jsv.2008.06.011http://dx.doi.org/10.1016/j.jsv.2008.06.011http://dx.doi.org/10.1016/j.jsv.2010.04.002http://dx.doi.org/10.1016/j.jsv.2010.04.002http://dx.doi.org/10.1088/0964-1726/20/10/102001http://dx.doi.org/10.1088/0964-1726/20/10/102001http://dx.doi.org/10.1143/JJAP.35.3267http://dx.doi.org/10.1143/JJAP.35.3267http://dx.doi.org/10.1088/0964-1726/20/4/045004http://dx.doi.org/10.1088/0964-1726/20/4/045004http://dx.doi.org/10.1016/j.jsv.2010.12.005http://dx.doi.org/10.1016/j.jsv.2010.12.005http://dx.doi.org/10.1177/1045389X12444940http://dx.doi.org/10.1177/1045389X12444940http://dx.doi.org/10.1115/1.3408799http://dx.doi.org/10.1115/1.3408799http://dx.doi.org/10.1098/rsta.1979.0068http://dx.doi.org/10.1098/rsta.1979.0068http://dx.doi.org/10.1016/0022-460X(79)90520-0http://dx.doi.org/10.1016/0022-460X(79)90520-0http://dx.doi.org/10.1115/1.2960486http://dx.doi.org/10.1115/1.2960486http://dx.doi.org/10.1016/j.jsv.2008.07.017http://dx.doi.org/10.1016/j.jsv.2008.07.017http://dx.doi.org/10.1007/s11071-009-9561-5http://dx.doi.org/10.1007/s11071-009-9561-5http://dx.doi.org/10.1088/0957-0233/17/12/R01http://dx.doi.org/10.1088/0957-0233/17/12/R01http://dx.doi.org/10.1016/j.sna.2004.05.013http://dx.doi.org/10.1016/j.sna.2004.05.013http://dx.doi.org/10.1088/0960-1317/16/11/026http://dx.doi.org/10.1088/0960-1317/16/11/026http://dx.doi.org/10.1177/1045389X08099468http://dx.doi.org/10.1177/1045389X08099468http://dx.doi.org/10.1016/j.jsv.2009.11.008http://dx.doi.org/10.1016/j.jsv.2009.11.008http://dx.doi.org/10.1016/j.physd.2010.01.019http://dx.doi.org/10.1016/j.physd.2010.01.019http://dx.doi.org/10.1016/j.jsv.2011.06.021http://dx.doi.org/10.1016/j.jsv.2011.06.021http://dx.doi.org/10.1016/j.jsv.2010.11.018http://dx.doi.org/10.1016/j.jsv.2010.11.018http://dx.doi.org/10.1007/s11071-012-0327-0http://dx.doi.org/10.1007/s11071-012-0327-0http://dx.doi.org/10.1103/PhysRevLett.102.080601http://dx.doi.org/10.1103/PhysRevLett.102.080601http://dx.doi.org/10.1063/1.3436553http://dx.doi.org/10.1063/1.3436553http://dx.doi.org/10.1088/0964-1726/21/3/035021http://dx.doi.org/10.1088/0964-1726/21/3/035021http://dx.doi.org/10.1103/RevModPhys.70.223http://dx.doi.org/10.1103/RevModPhys.70.223http://dx.doi.org/10.1088/0034-4885/67/1/R02http://dx.doi.org/10.1088/0034-4885/67/1/R02http://dx.doi.org/10.1007/s11071-009-9476-1http://dx.doi.org/10.1007/s11071-009-9476-1http://dx.doi.org/10.1063/1.3487780http://dx.doi.org/10.1063/1.3487780http://dx.doi.org/10.1016/j.jsv.2011.02.006http://dx.doi.org/10.1016/j.jsv.2011.02.006http://dx.doi.org/10.1016/j.jsv.2012.03.012http://dx.doi.org/10.1016/j.jsv.2012.03.012http://dx.doi.org/10.1177/1045389X12439639http://dx.doi.org/10.1177/1045389X12439639http://dx.doi.org/10.1016/j.physd.2011.12.010http://dx.doi.org/10.1016/j.physd.2011.12.010http://dx.doi.org/10.1088/0960-1317/20/12/125020http://dx.doi.org/10.1088/0960-1317/20/12/125020http://dx.doi.org/10.1088/0960-1317/20/12/125020http://dx.doi.org/10.1088/0960-1317/20/12/125020http://dx.doi.org/10.1016/j.physd.2011.12.010http://dx.doi.org/10.1016/j.physd.2011.12.010http://dx.doi.org/10.1177/1045389X12439639http://dx.doi.org/10.1177/1045389X12439639http://dx.doi.org/10.1016/j.jsv.2012.03.012http://dx.doi.org/10.1016/j.jsv.2012.03.012http://dx.doi.org/10.1016/j.jsv.2011.02.006http://dx.doi.org/10.1016/j.jsv.2011.02.006http://dx.doi.org/10.1063/1.3487780http://dx.doi.org/10.1063/1.3487780http://dx.doi.org/10.1007/s11071-009-9476-1http://dx.doi.org/10.1007/s11071-009-9476-1http://dx.doi.org/10.1088/0034-4885/67/1/R02http://dx.doi.org/10.1088/0034-4885/67/1/R02http://dx.doi.org/10.1103/RevModPhys.70.223http://dx.doi.org/10.1103/RevModPhys.70.223http://dx.doi.org/10.1088/0964-1726/21/3/035021http://dx.doi.org/10.1088/0964-1726/21/3/035021http://dx.doi.org/10.1063/1.3436553http://dx.doi.org/10.1063/1.3436553http://dx.doi.org/10.1103/PhysRevLett.102.080601http://dx.doi.org/10.1103/PhysRevLett.102.080601http://dx.doi.org/10.1007/s11071-012-0327-0http://dx.doi.org/10.1007/s11071-012-0327-0http://dx.doi.org/10.1016/j.jsv.2010.11.018http://dx.doi.org/10.1016/j.jsv.2010.11.018http://dx.doi.org/10.1016/j.jsv.2011.06.021http://dx.doi.org/10.1016/j.jsv.2011.06.021http://dx.doi.org/10.1016/j.physd.2010.01.019http://dx.doi.org/10.1016/j.physd.2010.01.019http://dx.doi.org/10.1016/j.jsv.2009.11.008http://dx.doi.org/10.1016/j.jsv.2009.11.008http://dx.doi.org/10.1177/1045389X08099468http://dx.doi.org/10.1177/1045389X08099468http://dx.doi.org/10.1088/0960-1317/16/11/026http://dx.doi.org/10.1088/0960-1317/16/11/026http://dx.doi.org/10.1016/j.sna.2004.05.013http://dx.doi.org/10.1016/j.sna.2004.05.013http://d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